{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Label Propagaton Helpers\n",
    "\n",
    "This notebook has helpers for the following:\n",
    "* ### Pre label propagation\n",
    "  * Takes in a COCO json and converts *.npy segmentation maps for each image collected from Replica to *.png to feed to label propagation techniques.\n",
    "* ### Insert your own label propagation technique here, to take in segmentation maps in png and output png\n",
    "* ### Post label propagation\n",
    "  * Converts *.png segmentation maps output by label propagation into *.npy segmentation maps\n",
    "  * Outputs metrics (MSE) to evaluate the quality of label propagation, including visualizations \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sys\n",
    "if '/opt/ros/kinetic/lib/python2.7/dist-packages' in sys.path:\n",
    "    sys.path.remove('/opt/ros/kinetic/lib/python2.7/dist-packages')\n",
    "\n",
    "import cv2\n",
    "import random\n",
    "import os\n",
    "import numpy as np\n",
    "import json\n",
    "from pycocotools.coco import COCO\n",
    "from PIL import Image\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import png"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Pre label propagation\n",
    "convert *.npy to *.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_json = '/home/locobotm/AVD/habitat_data_with_seg/train.json'\n",
    "gt_seg_dir =  '/home/locobotm/AVD/habitat_data_with_seg/seg/' # folder with GT segmentation maps collected from Replica\n",
    "out_seg_dir = '/home/locobotm/AVD/habitat_data_with_seg/prop_3/' # dumps *.pngs here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading annotations into memory...\n",
      "Done (t=0.02s)\n",
      "creating index...\n",
      "index created!\n",
      "120 images to prepare\n"
     ]
    }
   ],
   "source": [
    "coco = COCO(train_json)\n",
    "to_propogate = coco.getImgIds()\n",
    "print(\"{} images to prepare\".format(len(to_propogate)))\n",
    "\n",
    "if not os.path.exists(out_seg_dir):\n",
    "    print(\"Creating directory {}\".format(out_seg_dir))\n",
    "    os.makedirs(out_seg_dir)\n",
    "\n",
    "# Copy *.npy to *.png\n",
    "for x in to_propogate:\n",
    "    filename = \"{:05d}\".format(x)\n",
    "    png_f = os.path.join(out_seg_dir + filename + '.png')\n",
    "    semantic_obs = np.load(os.path.join(gt_seg_dir, filename + '.npy')).astype(np.uint8)    \n",
    "    semantic_img = png.from_array(semantic_obs, 'L').save(png_f)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Do label propagation on `out_seg_dir` images"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Post label propagation\n",
    "  * Converts *.png segmentation maps output by label propagation into *.npy segmentation maps\n",
    "  * Outputs metrics (MSE) to evaluate the quality of label propagation, including visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [],
   "source": [
    "prop_seg_dir =  '/home/locobotm/semantic-segmentation/masks/demoVideo/rgb/' # Label propagated segmentation maps\n",
    "out_npy_dir = '/home/locobotm/AVD/habitat_data_with_seg/seg_p/' # dump *.npy segmentation maps here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 240 segmentation maps.\n",
      "Dumped npy segmentation maps at /home/locobotm/AVD/habitat_data_with_seg/seg_p/\n"
     ]
    }
   ],
   "source": [
    "if not os.path.exists(out_npy_dir):\n",
    "    print(\"Creating folder {}\".format(out_npy_dir))\n",
    "    os.makedirs(out_npy_dir)\n",
    "\n",
    "prop_fs = [x for x in os.listdir(prop_seg_dir)]\n",
    "print(\"Found {} segmentation maps.\".format(len(aug_fs)))\n",
    "\n",
    "for x in prop_fs:\n",
    "    img = Image.open( os.path.join(prop_seg_dir, x))\n",
    "    filename = x.split('.')[0] +'.npy'\n",
    "    data = np.array(img, dtype='uint8')\n",
    "    np.save(os.path.join(out_npy_dir, filename), data)\n",
    "\n",
    "print(\"Dumped npy segmentation maps at {}\".format(out_npy_dir))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate label propagated segmentation maps\n",
    "MSE (`out_npy_dir`, `gt_seg_dir`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE 374.5859680175781, over 120 frames\n",
      "Display highest 5 MSE segm maps ... \n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prop_seg = os.listdir(out_npy_dir)\n",
    "mse = {}\n",
    "cnt = 0\n",
    "for x in prop_seg:\n",
    "    img = int(x.split('.')[0])\n",
    "    if img not in to_propogate:\n",
    "        cnt += 1\n",
    "        prop_data = np.load(os.path.join(out_npy_dir) + x).astype(np.uint8)\n",
    "        gt_data = np.load(os.path.join(gt_seg_dir) + x).astype(np.uint8)\n",
    "        mse[img] = (np.square(prop_data-gt_data)).mean(axis=None)\n",
    "\n",
    "print(\"MSE {}, over {} frames\".format(sum(mse.values()), cnt))\n",
    "\n",
    "print(\"Display highest 5 MSE segm maps ... \")\n",
    "for k, v in sorted(mse.items(), key = lambda item: item[1], reverse=True)[:5]:\n",
    "    filename = \"{:05d}.npy\".format(k)\n",
    "    prop_data = np.load(os.path.join(out_npy_dir) + filename).astype(np.uint8)\n",
    "    gt_data = np.load(os.path.join(gt_seg_dir) + filename).astype(np.uint8)\n",
    "    \n",
    "    plt.figure(figsize=(12 , 8))\n",
    "    ax = plt.subplot(1, 2, 1)\n",
    "    ax.axis('off')\n",
    "    ax.set_title('propagated')\n",
    "    plt.imshow(prop_data)\n",
    "\n",
    "    ax = plt.subplot(1, 2, 2)\n",
    "    ax.axis('off')\n",
    "    ax.set_title(\"gt\")\n",
    "    plt.imshow(gt_data)\n",
    "\n",
    "    plt.show()        \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "loco",
   "language": "python",
   "name": "loco"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
